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The Effect of Credit Scoring on Small-Business Lending

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Cited by:

  1. Fabbri, Daniela & Menichini, Anna Maria C., 2016. "The commitment problem of secured lending," Journal of Financial Economics, Elsevier, vol. 120(3), pages 561-584.
  2. Hsin-Yu Liang & Alan K. Reichert & Larry D. Wall, 2008. "The final frontier : the integration of banking and commerce. Part 1, the likely outcome of eliminating the barrier," Economic Review, Federal Reserve Bank of Atlanta, vol. 93(1).
  3. Robert DeYoung & William Hunter & Gregory Udell, 2004. "The Past, Present, and Probable Future for Community Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 25(2), pages 85-133, April.
  4. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
  5. Gregory F Udell, 2015. "SME Access to Intermediated Credit: What Do We Know and What Don't We Know?," RBA Annual Conference Volume (Discontinued), in: Angus Moore & John Simon (ed.),Small Business Conditions and Finance, Reserve Bank of Australia.
  6. David P. Ely & Kenneth J. Robinson, 2004. "The impact of banks' expanded securities powers on small‐business lending," Review of Financial Economics, John Wiley & Sons, vol. 13(1-2), pages 79-102.
  7. Inderst, Roman & Mueller, Holger M., 2007. "A lender-based theory of collateral," Journal of Financial Economics, Elsevier, vol. 84(3), pages 826-859, June.
  8. Allen Berger, 2006. "Potential Competitive Effects of Basel II on Banks in SME Credit Markets in the United States," Journal of Financial Services Research, Springer;Western Finance Association, vol. 29(1), pages 5-36, February.
  9. Sohag, Kazi & Kliestik, Tomas & Shams, S.M. Riad & Mariev, Oleg & Davidson, Natalia, 2022. "Capital market deepening, Governor’s characteristics and Russian regional enterprises: A big data analysis," Journal of Business Research, Elsevier, vol. 149(C), pages 340-352.
  10. Allen N. Berger & Marco A. Espinosa‐Vega & W. Scott Frame & Nathan H. Miller, 2005. "Debt Maturity, Risk, and Asymmetric Information," Journal of Finance, American Finance Association, vol. 60(6), pages 2895-2923, December.
  11. W. Scott Frame & Lynn Woosley, 2004. "Credit Scoring and the Availability of Small Business Credit in Low‐ and Moderate‐Income Areas," The Financial Review, Eastern Finance Association, vol. 39(1), pages 35-54, February.
  12. Magri, Silvia & Pico, Raffaella, 2011. "The rise of risk-based pricing of mortgage interest rates in Italy," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1277-1290, May.
  13. Berger, Allen N & Frame, W Scott & Miller, Nathan H, 2005. "Credit Scoring and the Availability, Price, and Risk of Small Business Credit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 191-222, April.
  14. Ono, Arito & Hasumi, Ryo & Hirata, Hideaki, 2014. "Differentiated use of small business credit scoring by relationship lenders and transactional lenders: Evidence from firm–bank matched data in Japan," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 371-380.
  15. Degryse, H.A. & Cerqueiro, G.M. & Ongena, S., 2007. "Distance, Bank Organizational Structure and Credit," Other publications TiSEM 34c2f607-3395-4fd9-9c52-4, Tilburg University, School of Economics and Management.
  16. Enjolras, Geoffroy & Madiès, Philippe, 2017. "The determinants of financial distress in French farms: Analysts versus Algorithms," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 259168, Agricultural and Applied Economics Association.
  17. David Ely & Kenneth Robinson, 2009. "Credit Unions and Small Business Lending," Journal of Financial Services Research, Springer;Western Finance Association, vol. 35(1), pages 53-80, February.
  18. Chang, C. & Liao, G. & Yu, X. & Ni, Z., 2009. "Information from Relationship Lending : Evidence from China," Discussion Paper 2009-39 S, Tilburg University, Center for Economic Research.
  19. Errico, Lucia & Rondinella, Sandro & Trivieri, Francesco, 2024. "Diversity in banking and new firm formation. Insights from the Italian local credit markets," International Review of Economics & Finance, Elsevier, vol. 91(C), pages 1095-1109.
  20. Francesco Ciampi & Alessandro Giannozzi & Giacomo Marzi & Edward I. Altman, 2021. "Rethinking SME default prediction: a systematic literature review and future perspectives," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(3), pages 2141-2188, March.
  21. Karakaya, Neslihan & Michalski, Tomasz K. & Örs, Evren, 2022. "Banking integration and growth: Role of banks' previous industry exposure," Journal of Financial Intermediation, Elsevier, vol. 49(C).
  22. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
  23. W. Scott Frame & Diana Hancock & Wayne Passmore, 2012. "Federal Home Loan Bank Advances and Commercial Bank Portfolio Composition," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(4), pages 661-684, June.
  24. Beck, Thorsten & Chen, Tao & Lin, Chen & Song, Frank M., 2016. "Financial innovation: The bright and the dark sides," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 28-51.
  25. G. V. Satya Sekhar, 2018. "Financial Innovation: Theories, Models and Regulation," Vernon Press Titles in Economics, Vernon Art and Science Inc, edition 1, number 373.
  26. Allen N. Berger & Astrid A. Dick & Lawrence G. Goldberg & Lawrence White, 2005. "The Effects of Competition from Large, Multimarket Firms on the Performance of Small, Single-Market Firms: Evidence from the Banking Industry," Working Papers 05-02, New York University, Leonard N. Stern School of Business, Department of Economics.
  27. W. Scott Frame & Lawrence J. White, 2009. "Technological Change, Financial Innovation, and Diffusion in Banking," Working Papers 09-03, New York University, Leonard N. Stern School of Business, Department of Economics.
  28. Guido Max Mantovani & Gregory Gadzinski, 2022. "How to Rate the Financial Performance of Private Companies? A Tailored Integrated Rating Methodology Applied to North-Eastern Italian Districts," JRFM, MDPI, vol. 15(11), pages 1-18, October.
  29. Yehning Chen & Rachel Huang & John Tsai & Larry Tzeng, 2015. "Soft Information and Small Business Lending," Journal of Financial Services Research, Springer;Western Finance Association, vol. 47(1), pages 115-133, February.
  30. Fricke, Daniel & Roukny, Tarik, 2020. "Generalists and specialists in the credit market," Journal of Banking & Finance, Elsevier, vol. 112(C).
  31. Barnard Franck & Nicolas Le Pape, 2010. "Bankruptcy Risk, Product Market Competition and Horizontal Mergers," TEPP Working Paper 2010-19, TEPP.
  32. Thang V. Nguyen & Ngoc T. B. Le & Nick J. Freeman, 2006. "Trust and Uncertainty: A Study of Bank Lending to Private SMEs in Vietnam," Asia Pacific Business Review, Taylor & Francis Journals, vol. 12(4), pages 547-568, October.
  33. Stefano Filomeni & Michele Modina & Elena Tabacco, 2023. "Trade credit and firm investments: empirical evidence from Italian cooperative banks," Review of Quantitative Finance and Accounting, Springer, vol. 60(3), pages 1099-1141, April.
  34. Bos, Jaap W.B. & Kolari, James W. & van Lamoen, Ryan C.R., 2013. "Competition and innovation: Evidence from financial services," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1590-1601.
  35. Davina Kunvipusilkul, 2009. "Credit information in Thailand," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Proceedings of the IFC Conference on "Measuring financial innovation and its impact", Basel, 26-27 August 2008, volume 31, pages 49-57, Bank for International Settlements.
  36. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.
  37. Berger, Allen N. & Espinosa-Vega, Marco A. & Frame, W. Scott & Miller, Nathan H., 2011. "Why do borrowers pledge collateral? New empirical evidence on the role of asymmetric information," Journal of Financial Intermediation, Elsevier, vol. 20(1), pages 55-70, January.
  38. Zhang, Guibin, 2008. "The choice of formal or informal finance: Evidence from Chengdu, China," China Economic Review, Elsevier, vol. 19(4), pages 659-678, December.
  39. Kwangchul Ji & Hong-Youl Ha, 2021. "Empirical Evidence of Risks of Public-Loan Finance: Comparison between Self-Employers and SMEs," Sustainability, MDPI, vol. 13(11), pages 1-21, June.
  40. Fantazzini, Dean & DeGiuli, Maria Elena & Figini, Silvia & Giudici, Paolo, 2009. "Enhanced credit default models for heterogeneous SME segments," Journal of Financial Transformation, Capco Institute, vol. 25, pages 31-39.
  41. Cerqueiro, Geraldo & Degryse, Hans & Ongena, Steven, 2011. "Rules versus discretion in loan rate setting," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 503-529, October.
  42. Kevin Cowan & Alejandro Drexler & Álvaro Yañez, 2009. "The Effect of Credit Insurance on Liquidity Constraints and Default Rates: Evidence From a Governmental Intervention," Working Papers Central Bank of Chile 524, Central Bank of Chile.
  43. Jalal Akhavein & W. Scott Frame & Lawrence J. White, 2005. "The Diffusion of Financial Innovations: An Examination of the Adoption of Small Business Credit Scoring by Large Banking Organizations," The Journal of Business, University of Chicago Press, vol. 78(2), pages 577-596, March.
  44. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
  45. Geoffroy Enjolras & Philippe Madiès, 2019. "The determinants of loan acceptance: a case study of French farms," Economics Bulletin, AccessEcon, vol. 39(1), pages 358-371.
  46. Ozgur Emre Ergungor, 2010. "Bank Branch Presence and Access to Credit in Low- to Moderate-Income Neighborhoods," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(7), pages 1321-1349, October.
  47. W. Scott Frame & Lawrence J. White, 2004. "Empirical Studies of Financial Innovation: Lots of Talk, Little Action?," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 116-144, March.
  48. W. Scott Frame & Michael Padhi & Lynn W. Woosley, 2001. "The effect of credit scoring on small business lending in low- and moderate-income areas," FRB Atlanta Working Paper 2001-6, Federal Reserve Bank of Atlanta.
  49. Elizabeth Laderman, 2008. "The quantity and character of out-of-market small business lending," Economic Review, Federal Reserve Bank of San Francisco, pages 31-39.
  50. Berger, Allen N. & Mester, Loretta J., 2003. "Explaining the dramatic changes in performance of US banks: technological change, deregulation, and dynamic changes in competition," Journal of Financial Intermediation, Elsevier, vol. 12(1), pages 57-95, January.
  51. Marek Szczepaniec, 2006. "Finansowanie inwestycji w małych i średnich przedsiębiorstwach," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 3, pages 59-70.
  52. Pham, Hung D. & Runst, Petrik & Bizer, Kilian, 2017. "Networks and Firm Performance: A Case Study of Vietnamese Small and Medium Enterprises," ifh Working Papers 8 (2017), Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
  53. Huberto M. Ennis, 2001. "On the size distribution of banks," Economic Quarterly, Federal Reserve Bank of Richmond, issue Fall, pages 1-25.
  54. Filipe, Sara Ferreira & Grammatikos, Theoharry & Michala, Dimitra, 2016. "Forecasting distress in European SME portfolios," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 112-135.
  55. Timo Baas & Mechthild Schrooten, 2006. "‘Relationship Banking and SMEs: A Theoretical Analysis’," Small Business Economics, Springer, vol. 27(2), pages 127-137, October.
  56. Allen N. Berger & Adrian M. Cowan & W. Scott Frame, 2009. "The surprising use of credit scoring in small business lending by community banks and the attendant effects on credit availability and risk," FRB Atlanta Working Paper 2009-09, Federal Reserve Bank of Atlanta.
  57. Berger, Allen N. & Goulding, William & Rice, Tara, 2014. "Do small businesses still prefer community banks?," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 264-278.
  58. Cole, Rebel & Cumming, Douglas & Li, Dan, 2016. "Do banks or VCs spur small firm growth?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 41(C), pages 60-72.
  59. Basha, Shabeen Afsar & Bennasr, Hamdi & Goaied, Mohamed, 2023. "Financial literacy, financial development, and leverage of small firms," International Review of Financial Analysis, Elsevier, vol. 86(C).
  60. Dong Xiang & Andrew C. Worthington & Helen Higgs, 2011. "Firm-level determinants and impacts of finance-seeking behaviour and outcomes for small and medium-sized enterprises (SMEs) in Australia," Discussion Papers in Finance finance:201115, Griffith University, Department of Accounting, Finance and Economics.
  61. Dawei Cheng & Zhibin Niu & Yi Tu & Liqing Zhang, 2017. "Prediction defaults for networked-guarantee loans," Papers 1702.04642, arXiv.org, revised Jun 2020.
  62. Beyhaghi, Mehdi & Firoozi, Fathali & Jalilvand, Abol & Samarbakhsh, Laleh, 2020. "Components of credit rationing," Journal of Financial Stability, Elsevier, vol. 50(C).
  63. Geoffroy Enjolras & Philippe Madiès, 2020. "The role of bank analysts and scores in the prediction of financial distress: Evidence from French farms," Economics Bulletin, AccessEcon, vol. 40(4), pages 2978-2993.
  64. Tlili, Rim, 2012. "Comment justifier la multibancarité au sein des PME ?," Economics Thesis from University Paris Dauphine, Paris Dauphine University, number 123456789/10919 edited by Etner, François.
  65. Luqiao Zhang & Biao Mi & Yun Shen & Liang Han, 2023. "When in Rome, do as the Romans do: loan syndication in a state-dominated market," Review of Quantitative Finance and Accounting, Springer, vol. 60(4), pages 1469-1494, May.
  66. Julapa Jagtiani & Catharine Lemieux, 2017. "Fintech Lending: Financial Inclusion, Risk Pricing, and Alternative Information," Working Papers 17-17, Federal Reserve Bank of Philadelphia.
  67. Beck, Thorsten & de Haas, Ralph & Degryse, Hans & Van Horen, Neeltje, 2014. "When Arm’s Length Is Too Far. Relationship Banking over the Business Cycle," CEPR Discussion Papers 10050, C.E.P.R. Discussion Papers.
  68. de la Torre, Augusto & Martínez Pería, María Soledad & Schmukler, Sergio L., 2010. "Bank involvement with SMEs: Beyond relationship lending," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2280-2293, September.
  69. Pietro Alessandrini & Luca Papi & Alberto Zazzaro, 2003. "Banche, territorio e sviluppo," Moneta e Credito, Economia civile, vol. 56(221), pages 3-43.
  70. Sedunov, John, 2020. "Small banks and consumer satisfaction," Journal of Corporate Finance, Elsevier, vol. 60(C).
  71. B. Frank King & Michael Padhi & Lynn W. Woosley, 2000. "Is commercial banking a distinct line of commerce?," Economic Review, Federal Reserve Bank of Atlanta, vol. 85(Q4), pages 39-58.
  72. Abou Bakar & Salman Majeed, 2011. "Access to Credit: Constraints for SMES," Indian Journal of Commerce and Management Studies, Educational Research Multimedia & Publications,India, vol. 2(6), pages 129-132, September.
  73. Porzio, Claudio & Sampagnaro, Gabriele & Verdoliva, Vincenzo, 2020. "Lost in Translation: The determinants and the effect of soft information dispersion in bank lending," Global Finance Journal, Elsevier, vol. 43(C).
  74. Ben R. Craig & William E. Jackson & James B. Thomson, 2007. "On government intervention in the small-firm credit market and its effect on economic performance," Working Papers (Old Series) 0702, Federal Reserve Bank of Cleveland.
  75. James, Christopher & Lu, Jing & Sun, Yangfan, 2021. "Time is money: Real effects of relationship lending in a crisis," Journal of Banking & Finance, Elsevier, vol. 133(C).
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  78. Hervé Alexandre & Aymen Smondel, 2010. "Substitution or complementarity between “soft” information and “hard” information: why and which effect on bank profitability?," Post-Print hal-01622844, HAL.
  79. Allen N. Berger & Astrid A. Dick & Lawrence G. Goldberg & Lawrence J. White, 2007. "Competition from Large, Multimarket Firms and the Performance of Small, Single‐Market Firms: Evidence from the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(2‐3), pages 331-368, March.
  80. Ergungor, O. Emre, 2005. "The profitability of bank-borrower relationships," Journal of Financial Intermediation, Elsevier, vol. 14(4), pages 485-512, October.
  81. Pankaj Kumar Gupta & Sandeepa Kaur, 2015. "Credit Rating Framework for Financing of SMEs in India and role of central bank," Proceedings of Business and Management Conferences 3005373, International Institute of Social and Economic Sciences.
  82. Wall, Larry D. & Eisenbeis, Robert A. & Frame, W. Scott, 2005. "Resolving large financial intermediaries: Banks versus housing enterprises," Journal of Financial Stability, Elsevier, vol. 1(3), pages 386-425, April.
  83. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
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  85. Presbitero, Andrea F. & Zazzaro, Alberto, 2011. "Competition and relationship lending: Friends or foes?," Journal of Financial Intermediation, Elsevier, vol. 20(3), pages 387-413, July.
  86. Cornelli, Giulio & Frost, Jon & Gambacorta, Leonardo & Jagtiani, Julapa, 2024. "The impact of fintech lending on credit access for U.S. small businesses," Journal of Financial Stability, Elsevier, vol. 73(C).
  87. Sharma, Priyanka, 2017. "Is more information always better? A case in credit markets," Journal of Economic Behavior & Organization, Elsevier, vol. 134(C), pages 269-283.
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  94. Robert DeYoung & W. Frame & Dennis Glennon & Peter Nigro, 2011. "The Information Revolution and Small Business Lending: The Missing Evidence," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 19-33, April.
  95. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
  96. Mirta Bensic & Natasa Sarlija & Marijana Zekic‐Susac, 2005. "Modelling small‐business credit scoring by using logistic regression, neural networks and decision trees," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 13(3), pages 133-150, July.
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  98. Gietzen, Thomas, 2017. "Credit Scoring vs. Expert Judgment – A Randomized Controlled Trial," Working Papers on Finance 1709, University of St. Gallen, School of Finance.
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  105. Bartoli, Francesca & Ferri, Giovanni & Murro, Pierluigi & Rotondi, Zeno, 2013. "SME financing and the choice of lending technology in Italy: Complementarity or substitutability?," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 5476-5485.
  106. Berger, Allen N. & Black, Lamont K., 2011. "Bank size, lending technologies, and small business finance," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 724-735, March.
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  109. Silvia Magri, 2009. "The financing of small entrepreneurs in Italy," Annals of Finance, Springer, vol. 5(3), pages 397-419, June.
  110. Allen Berger & Adrian Cowan & W. Frame, 2011. "The Surprising Use of Credit Scoring in Small Business Lending by Community Banks and the Attendant Effects on Credit Availability, Risk, and Profitability," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 1-17, April.
  111. Berger, Allen N. & Rosen, Richard J. & Udell, Gregory F., 2007. "Does market size structure affect competition? The case of small business lending," Journal of Banking & Finance, Elsevier, vol. 31(1), pages 11-33, January.
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  115. Marcello Bofondi & Francesca Lotti, 2006. "Innovation in the Retail Banking Industry: The Diffusion of Credit Scoring," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 28(4), pages 343-358, June.
  116. Zhenyu Wu & Jess H. Chua, 2012. "Second–Order Gender Effects: The Case of U.S. Small Business Borrowing Cost," Entrepreneurship Theory and Practice, , vol. 36(3), pages 443-463, May.
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  118. Cassar, Gavin & Ittner, Christopher D. & Cavalluzzo, Ken S., 2015. "Alternative information sources and information asymmetry reduction: Evidence from small business debt," Journal of Accounting and Economics, Elsevier, vol. 59(2), pages 242-263.
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  120. Ding, Shujun & Jia, Chunxin & Wu, Zhenyu & Yuan, Wenlong, 2017. "Limited attention by lenders and small business debt financing: Advertising as attention grabber," International Review of Financial Analysis, Elsevier, vol. 49(C), pages 69-82.
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  122. Krzysztof Kil & Radosław Ciukaj & Justyna Chrzanowska, 2021. "Scoring Models and Credit Risk: The Case of Cooperative Banks in Poland," Risks, MDPI, vol. 9(7), pages 1-15, July.
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